7 Best Instagram Scraper: Best DataExtractors in 2025

E | Last updated Dec 3, 2025

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Apify BS
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Instagram scrapers

You need data from Instagram. Maybe you are looking for leads.

Perhaps you need to analyze market trends.

Manually collecting data is slow. It is also boring.

An Instagram scraper is the solution. It gets you the data fast.

But which tool is the best? Are they even safe to use?

In this article, you will find the 7 best Instagram scrapers for 2025.

Ready to start collecting high-quality data effortlessly? Let’s dive in!

What is the Best Instagram Scraper?

You need to know which tools actually work. Instagram makes scraping very hard.

A bad tool means wasted time and money. We looked at many options.

We checked for speed and safety. We also looked at how easy they are to use.

Here is the final list.

It features the best Instagram scraper tools for 2025.

1. Apify (⭐4.8)

Apify is the top choice for many. Why?

It’s a cloud platform with lots of ready-made scraping “Actors.”

You can use these tools to easily extract public data from Instagram.

It is very powerful and scalable.

Apify

La nostra opinione

Apify

Want to see the power of Apify for yourself? Our platform has been utilized to scrape over 2.5 million web pages and process more than 500 TB of data in a single month. Ready to get started?

Vantaggi principali

  • Massive Marketplace: The Apify Store has over 5,000 ready-to-use scrapers and automation tools called Actors.
  • Ultimate Scalability: Built for enterprise-level tasks, it can handle large-scale crawls of millions of pages.
  • Developer-Friendly: Provides an open-source SDK and supports custom code in Python and JavaScript.
  • Advanced Scheduling: Automate your scraping tasks to run at specific times or intervals without any manual work.

Prezzi

All the plans will be billed annually.

  • Free: $0/month + Pay As You Go.
  • Starter: $35/month + Pay As You Go.
  • Scale: $179/month + Pay As You Go.
  • Business: $899/month + Pay As You Go.
Apify

Professionisti

  • Large library of pre-built tools.
  • Handles complex websites easily.
  • Scales to fit any project.
  • Great for new and expert developers.
  • Excellent anti-blocking features.

Contro

  • It can get expensive at scale.
  • The learning curve is steep.
  • Debugging can be a bit hard.

2. Browse AI (⭐4.5)

Do you need a no-code solution?

Browse AI is super simple to use. You train a bot to perform the actions you want.

It then handles the scraping automatically.

It is great for non-technical users.

Browse AI Introduction

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Browse AI CTA

Ready to save time and get the data you need? Browse AI can handle millions of websites. See how easy web scraping can be.

Vantaggi principali

  • No Code Required: Its point-and-click interface lets anyone build a data scraper in minutes.
  • AI-Powered Adaptability: The tool automatically adjusts to changes in a website’s layout, ensuring your data is always consistent.
  • 7,000+ Integrations: Easily connect your scraped data to apps like Google Sheets, Airtable, and Zapier.
  • Pre-built Robots: Access a library of pre-built robots for common tasks on popular websites, saving you even more time.

Prezzi

All the plans will be billed annually.

  • Free: $0.
  • Personal: $19/month .
  • Professional: $69/month.
  • Premium: Starting at $500/month.
Browse AI Pricing

Professionisti

  • Facile da usare
  • Powerful
  • Affordable Pricing
  • Great Support
  • Scales to fit any project

Contro

  • It takes time to learn
  • Free plan is limited
  • Can be Slow

3. Oxylabs (⭐4.0)

Oxylabs is a strong option for big projects.

They offer a specialized web scraper API.

This tool uses high-quality proxies to ensure reliability.

It is built for businesses that need massive data volumes.

Oxylabs Introduction

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Oxylabs CTA

Unlock data with a leading proxy service. With over 175M residential proxies, 2M dedicated datacenter proxies, and 20M mobile proxies, Oxylabs gives you the IP addresses you need for any project.

Vantaggi principali

  • OxyCopilot AI Assistant: This tool lets you generate scraping requests using simple, natural language.
  • Huge Proxy Network: Has one of the largest proxy pools in the world with IPs from 195 countries.
  • Guaranteed Success: The platform’s AI-driven fingerprinting and CAPTCHA bypass ensure a high success rate on even the toughest sites.
  • Enterprise-Grade Security: The platform is ISO/IEC 27001:2022 certified, ensuring high-level data security and privacy.
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Prezzi

  • Free Trial: $0.
  • Micro: $49/month + VAT.
  • Starter: $99/month + VAT.
  • Advanced: $249/month + VAT.
Oxylabs Pricing

Professionisti

  • Excellent customer service.
  • Ethically sourced IPs.
  • Very high success rates.
  • Powerful scraper API tools.
  • Good for large-scale projects.

Contro

  • High price point for some.
  • Can have a learning curve.
  • Refunds may be limited.
  • Not ideal for beginners.

4. ScrapeGraphAI (⭐3.8)

This is an open-source tool.

It uses AI and Large Language Models (LLMs) to scrape data. It’s a bit more technical.

But it is perfect for developers who want advanced, customizable scraping logic.

Scrapegraph Introduction

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Scrapegraph CTA

Leading professionals (350+) trust ScrapeGraphAI for its robust AI-driven web scraping capabilities. Secure a 20% efficiency upgrade for the next 48 hours.

Vantaggi principali

  • Natural Language Scraping: You can tell it what to extract using simple, human-like prompts.
  • Open-Source Library: Developers can use its powerful open-source library for maximum control.
  • Markdownify Feature: It can convert entire web pages into clean, readable Markdown documents.
  • Agentic Scraper: The AI can autonomously navigate and interact with websites to complete complex, multi-step tasks.

Prezzi

All the plans will be billed annually.

  • Free: $0/month.
  • Starter: $17/month.
  • Growth: $85/month.
  • Pro: $425/month.
  • Enterprise: Custom Pricing.
ScrapegraphAI Pricing

Professionisti

  • Adapts to website changes.
  • Simplifies complex scraping.
  • Handles dynamic content.
  • Integrates a powerful LMS.
  • Offers flexible output (JSON).

Contro

  • Challenges with very complex sites.
  • Learning curve for non-technical users.
  • Token limits.
  • Risk of website blocking.

5. Zyte (⭐3.5)

Zyte has been around for a long time.

Their tool offers a dedicated solution for data extraction.

It features smart logic to handle anti-bot measures.

It is a reliable platform for production-grade scraping.

Zyte Introduction

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Zyte CTA

Get the most reliable web data with Zyte API. Achieve 99.99% data accuracy for your projects with this high-quality web scraping API and streamline your data extraction process today.

Vantaggi principali

  • Automatic Unblocking: Stop juggling proxies; Zyte API is a powerful automated tool for handling bans.
  • Seamless Scrapy Integration: If you’re a developer who uses the Scrapy framework, Zyte fits right in.
  • AI-Powered Data Extraction: The tool can automatically identify and parse data, reducing the need for manual parsing rules.
  • Integrated Headless Browser: No need for third-party headless browsers, as Zyte provides one that’s optimized for web scraping at scale.
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Prezzi

  • Zyte offers two types of pricing plans based on the Websites Tier and the number of requests you make.
Zyte Pricing1
Zyte Pricing2

Professionisti

  • Scrapes complex websites easily.
  • Extracts data very fast.
  • Automatically handles site changes.
  • Provides clean, usable data.
  • Scales to huge projects.

Contro

  • Can be quite expensive.
  • Might require some coding.
  • Steep learning curve initially.
  • Less control over details.

6. Scrape Creators (⭐3.2)

Looking for a service that does the work for you?

Scrape Creators offers custom scraping solutions.

You tell them what data you need.

They build the extractor and deliver the data.

Scrape Creators

La nostra opinione

Scrape Creators

Stop struggling to collect social media data. With Scrape Creators, get real-time data from platforms like Twitch and Pinterest. Join hundreds of users who have scraped over 6 million requests and gain the insights you need.

Vantaggi principali

  • Specialized APIs: Offers pre-built solutions specifically for social media platforms.
  • No API Keys Needed: You can bypass the need for official API keys from sites like Twitch.
  • Pay-as-you-go: You only pay for what you use, and your credits never expire.
  • Rich JSON Data: The APIs provide clean, structured JSON data, saving you from having to do any extra parsing.

Prezzi

  • Free Trial: $0, 100 credits free.
  • Solo Dev: $10 – Pay As You Go, 5k credits.
  • Freelance: $47 – Pay As You Go, 25k credits.
  • Business: $497 – Pay As You Go, 500k credits.
  • Enterprise: $Custom Pricing, 1M+ credits.
Scrape Creators

Professionisti

  • No monthly subscription fees.
  • Credits never expire over time.
  • Personalized support from the creator.
  • Specialized tools for social media.
  • Easy to use without any coding.

Contro

  • Limited to social media data.
  • Does not work on all sites.
  • The pay-as-you-go can be costly.

7. ThorData (⭐3.0)

ThorData is a newer, cost-effective option.

It provides a simple API for common social media scraping tasks.

It is a good choice if you are on a tighter budget and have modest data needs.

Thordata Introduction

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Thordata CTA

Experience unmatched security with ThorData. It’s data verification process ensures a 99.7% success rate. With 24/7 live support and an average respond time of under 3 minutes, you can trust it’s connection quality. Get over 60 million IP addresses and secure your data.

Vantaggi principali

  • Massive IP Pool: Offers over 60 million ethically sourced residential IPs.
  • High Anonymity: Ensures your scraping activity remains undetected with its high-quality proxies.
  • Pay-as-you-go: The billing is transparent; you only pay for the traffic you use, not for failed requests.
  • Built-in Scraper: Includes a no-code web scraper and a universal API, so you don’t need a separate tool for simple projects.
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Prezzi

  • Free Trial: $0/month, 30 days trial.
  • Basic: $13/month.
  • Standard: $60/month.
  • Premium: $110/month.
  • Enterprise: $200/month.
Thordata Pricing

Professionisti

  • Flexible pricing models available.
  • Offers many proxy types.
  • Large global IP pool.
  • Built-in scraping tools.
  • High success rates claimed.

Contro

  • Negative reviews exist online.
  • Poor customer support reported.
  • Issues with service stability.
  • IPs may not work for specific platforms.

What to Look For When Choosing an Instagram Scraper?

Picking the right Instagram scraper is key to getting good data without getting blocked.

Don’t just pick the cheapest one. Think about these critical factors:

  • Anti-Blocking Features: Instagram uses smart anti-bot systems. The scraper must include built-in tools such as automatic proxy rotation, CAPTCHA solving, and realistic request delays. Without these, your scraping will stop fast.
  • Data Types and Depth: Does it extract what you need? Can it pull profiles, posts, comments, hashtags, followers, and public contact info? A good scraper should offer rich, structured data.
  • Ease of Use: If you are not a developer, look for a no-code or low-code solution. This means a visual interface or pre-built ‘Actors’/templates that are easy to set up.
  • Reliability and Maintenance: Instagram changes often. The best tools are actively maintained. They update their code quickly when Instagram updates its website structure, so your scraping tasks do not break.
  • Scalability: Can the tool handle the volume you need? Whether you need to scrape 100 profiles or 100,000, the tool should scale with you without losing speed or failing.
  • Export Formats and API: Ensure it exports data in useful formats such as CSV, JSON, or Excel. If you plan to automate, check for a clean, easy-to-use API for integration.
  • Proxy Quality: The service should use high-quality residential or mobile proxies. This makes requests appear to come from real users, which is vital for avoiding IP bans.

How Can an Instagram Scraper Help You?

An Instagram scraper is a powerful tool for serious data users.

It automates the collection of public Instagram data at a massive scale.

This means you can get insights you simply cannot get manually.

Using an Instagram scraper API, you can collect data points like follower counts, bios, and public contact info from thousands of Instagram profiles.

This automated scraping Instagram data process is a huge competitive advantage.

You can analyze your rivals’ most successful Instagram posts.

This helps you quickly figure out what content resonates with your shared audience.

The key is efficient scraping Instagram to find trends, identify key influencers, and generate qualified sales leads based on real-time public activity.

Guida per gli acquirenti

When researching the best Instagram scraping tool, we evaluated several critical factors.

  • Anti-Detection Capability: This was the most important factor. Does the tool effectively handle Instagram’s aggressive anti-bot measures? We checked for advanced features like user agent rotation, management of the v t51.2885 and cdninstagram.com v t51.2885 15 endpoints, and intelligent rate limiting to ensure a high success rate for data collection activities. The use of quality proxies was a major plus.
  • Data Extraction Scope: We tested what specific data points each tool could extract data. This included collecting Instagram post data, full Instagram profile data, photos, scrape comments, and Instagram usernames. The ability to retrieve data from Instagram pages and identify Instagram influencers was also evaluated.
  • Methodology/API Type: We categorized each tool based on its core technical approach. We looked at native Instagram web scraper solutions: those offering a dedicated scraping API, and those using an unofficial Instagram API approach to target specific Instagram profile pages. The technical sophistication (such as handling JavaScript and headless browsers) was noted.
  • Output and Format: The output needed to be usable for market research and sentiment analysis. We checked whether the Instagram data scraper delivered results in a structured format (e.g., a JSON file) and how easy it was to integrate with tools like Google Drive.
  • Scalability and Performance: The tool must handle large volumes of web scraping requests. We assessed the time taken to scrape posts or scrape Instagram profiles for large sets of Instagram usernames or URLs, focusing on tools that could scale beyond simple manual checks.
  • Cost and Accessibility: We evaluated the pricing models. Is it pay-as-you-go or subscription-based? We looked at solutions suitable for three categories of users, from solo marketers to those using enterprise-level services like Bright Data.
  • Compliance and Ethics: While we focused only on accessing public data, we noted whether the tool guided users to respect user privacy and comply with regulations such as those in the European Union. Responsible use is key to ethical Instagram scraping.

Conclusione

You now have a clear list of the best tools.

We showed you how to choose the right Instagram scraper.

Remember, getting publicly available data is very important for your projects.

You need a tool that can reliably extract post details, including the profile picture.

Do not waste time trying to build your own tool or using bad ones.

Please stick to the list we gave you.

These tools have proven to work on the challenging target website and to manage the complex logic of the Instagram Graph API.

Start your data collection today!

Domande frequenti

What kind of information can I get from an Instagram scraper?

You can get public details from user profiles and account pages. This includes the image URL, bio, follower count, and data on specific https www.instagram.com p (posts) you input.

Can I get blocked by Instagram for scraping?

Yes, using a standard web scraper on https://www.instagram.com is risky. Tools must use techniques such as proxy rotation and mimic browser behavior to avoid being blocked.

Is scraping data from private accounts possible?

No, an Instagram scraper can only access publicly available data. It cannot access content or details from a private account or private messages.

Why do some URLs include strange codes like “_nc_ht scontent”?

These codes, such as https scontent, are often part of Instagram’s internal links or content delivery network (CDN) links used to serve the actual image or media file more quickly.

Where can I find an Instagram post’s unique ID?

You can find the unique ID in the URL structure of a single post, which typically looks like https://www.instagram.com/p/ [Unique ID]/. This ID is useful input for extraction.

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